Paper Citation Record · LEDGER

Transformer Based Machine Fault Detection From Audio Input

As of 9 August 2026, this Paper Citation Record lists 26 of 26 outbound references and 0 inbound Pith citation observations for arXiv:2604.12733.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2604.12733 v1

Coverage vector

measured 26 of 26 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-10T14:14:31.344676Z

measured 26 of 26 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

26 of 26 outbound references displayed

verified exact8
verified fuzzy15
unresolved3
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation db2e29e3-08c4-4594-9696-61993708b0c6 · outbound

This paper cites Fault sound simulations from normal sounds for data-driven prognosis based on human expert and vibration knowledge.

Transformer Based Machine Fault Detection From Audio Input Fault sound simulations from normal sounds for data-driven prognosis based on human expert and vibration knowledge

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T15:31:34.934616Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 36313ad8-f91b-4a0b-a73a-48d744b1340f · outbound

This paper cites Attention Is All You Need.

Transformer Based Machine Fault Detection From Audio Input Attention Is All You Need

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T15:31:34.939877Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 577f6175-6b60-4cc5-8c72-478535f98a1e · outbound

This paper cites AST: Audio Spectrogram Transformer.

Transformer Based Machine Fault Detection From Audio Input AST: Audio Spectrogram Transformer

Reference 3

Resolution: verified exact; arxiv_id, observed 2026-05-10T14:15:28.279930Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 8b2ddaad-f802-4999-9222-869644d2fc07 · outbound

This paper cites MIMII Dataset: Sound Dataset for Malfunctioning Industrial Machine Investigation and Inspection.

Transformer Based Machine Fault Detection From Audio Input MIMII Dataset: Sound Dataset for Malfunctioning Industrial Machine Investigation and Inspection

Reference 4

Resolution: verified exact; arxiv_id, observed 2026-05-10T14:15:28.276484Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 7f75a689-24b4-4d92-83b0-2fe3d1f2c4a2 · outbound

This paper cites Aggregated residual transformations for deep neural networks.

Transformer Based Machine Fault Detection From Audio Input Aggregated residual transformations for deep neural networks

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T15:31:34.943737Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 563eeafd-778c-47fc-a0e7-af07bfe67f7b · outbound

This paper cites Acoustic based condition monitoring of a diesel engine using self-organising map networks.

Transformer Based Machine Fault Detection From Audio Input Acoustic based condition monitoring of a diesel engine using self-organising map networks

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T15:31:34.947028Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 7542bfe9-1cf7-43aa-bec8-c0cce5f8ee89 · outbound

This paper cites Acoustic based fault diagnosis of three -phase induction motor.

Transformer Based Machine Fault Detection From Audio Input Acoustic based fault diagnosis of three -phase induction motor

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T15:31:34.950746Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation ec121086-df27-4a17-a0fa-8a575fd7095b · outbound

This paper cites Fault diagnosis of planetary gearbox based on acoustic signals.

Transformer Based Machine Fault Detection From Audio Input Fault diagnosis of planetary gearbox based on acoustic signals

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T15:31:34.903100Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 8a3d2d27-f8c5-4476-8912-3d306b3b3ed8 · outbound

This paper cites A novel anomaly detection method based on adaptive Mahalanobis -squared distance and one -class kNN rule for structural health monitoring under environmental effects.

Transformer Based Machine Fault Detection From Audio Input A novel anomaly detection method based on adaptive Mahalanobis -squared distance and one -class kNN rule for structural health monitoring under environmental effects

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T15:31:34.954206Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c05ce072-9a70-411c-ab18-01ba8fe1d3ea · outbound

This paper cites Statistical analysis of nearest neighbor methods for anomaly detection.

Transformer Based Machine Fault Detection From Audio Input Statistical analysis of nearest neighbor methods for anomaly detection

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T15:31:34.990212Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 5b26ee22-f151-449c-b3ef-4d214f970465 · outbound

This paper cites Residual error based anomaly detection using auto- encoder in SMD machine sound.

Transformer Based Machine Fault Detection From Audio Input Residual error based anomaly detection using auto- encoder in SMD machine sound

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T15:31:34.986202Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 7c05fead-7b00-489c-a128-1b785f651575 · outbound

This paper cites an unresolved cited work.

Transformer Based Machine Fault Detection From Audio Input Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-05-18T15:31:34.964844Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 92e81fca-0143-4d5a-89d6-dc1a8023e956 · outbound

This paper cites an unresolved cited work.

Transformer Based Machine Fault Detection From Audio Input Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-05-18T15:31:34.979266Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 84bb2ded-dd37-43cc-8167-411e0fe9f3b9 · outbound

This paper cites Domain Adaptation Approaches for Acoustic Modeling.

Transformer Based Machine Fault Detection From Audio Input Domain Adaptation Approaches for Acoustic Modeling

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-05-10T14:15:28.291053Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 3aee174e-60e7-4976-bd8c-da7db6dd4eea · outbound

This paper cites librosa: Audio and music signal analysis in python.

Transformer Based Machine Fault Detection From Audio Input librosa: Audio and music signal analysis in python

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-05-10T14:15:29.152245Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 2ecdbac6-e205-4a0c-86a0-5e8d7ed0c9fb · outbound

This paper cites Visualizing High-Dimensional Data Using t -SNE.

Transformer Based Machine Fault Detection From Audio Input Visualizing High-Dimensional Data Using t -SNE

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T15:31:34.961598Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 2969c853-b4e0-4f7c-abd8-b0261a968512 · outbound

This paper cites Deep Learning.

Transformer Based Machine Fault Detection From Audio Input Deep Learning

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T15:31:34.982423Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 0a6e217d-0c3c-4222-8af3-068e59ab50c5 · outbound

This paper cites A survey of transformer applications for histopathological image analysis: new developments and future directions.

Transformer Based Machine Fault Detection From Audio Input A survey of transformer applications for histopathological image analysis: new developments and future directions

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T15:31:34.957791Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f9155e5c-9b6e-4e24-bc69-95e9e0925341 · outbound

This paper cites an unresolved cited work.

Transformer Based Machine Fault Detection From Audio Input Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-05-18T15:31:34.975725Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b6bad72e-a15a-4af8-a103-9bec6e0f0e9d · outbound

This paper cites Grad-CAM: Visual Explanations From Deep Networks via Gradient -Based Localization.

Transformer Based Machine Fault Detection From Audio Input Grad-CAM: Visual Explanations From Deep Networks via Gradient -Based Localization

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T15:31:34.968218Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 46b0c7c3-b5c0-465c-a1f1-9b0fea54c781 · outbound

This paper cites Predictive maintenance and intelligent sensors in smart factory: Review.

Transformer Based Machine Fault Detection From Audio Input Predictive maintenance and intelligent sensors in smart factory: Review

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T15:31:34.972011Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 5f76dff0-5078-4a5e-bf5a-91b816d12d59 · outbound

This paper cites Kuncheva & C.

Transformer Based Machine Fault Detection From Audio Input Kuncheva & C

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-05-18T15:31:34.993333Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation be0b084c-36ec-4f29-938a-655a5d1cfe39 · outbound

This paper cites A Framework for Chainsaw Detection Using One-Class Kernel and Wireless Acoustic Sensor Networks into the Amazon Rainforest.

Transformer Based Machine Fault Detection From Audio Input A Framework for Chainsaw Detection Using One-Class Kernel and Wireless Acoustic Sensor Networks into the Amazon Rainforest

Reference 23

Resolution: verified exact; doi, observed 2026-05-10T14:15:28.282780Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 7d65996c-6b86-4bcd-be1d-d5af85a216cd · outbound

This paper cites Ibrahim, Saleh A.

Transformer Based Machine Fault Detection From Audio Input Ibrahim, Saleh A

Reference 24

Resolution: verified exact; doi, observed 2026-05-10T14:15:28.272564Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 445624c5-0c2a-4561-991b-0f88411f3a42 · outbound

This paper cites An Embedded System for Acoustic Data Processing and AI -Based Real -Time Classification for Road Surface Analysis.

Transformer Based Machine Fault Detection From Audio Input An Embedded System for Acoustic Data Processing and AI -Based Real -Time Classification for Road Surface Analysis

Reference 25

Resolution: verified exact; arxiv_id, observed 2026-05-10T14:15:28.287056Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f57b3826-1a24-4a40-948d-566dfdc7dc0a · outbound

This paper cites Identification of Sleep Patterns via Clustering of Hypnodensities.

Transformer Based Machine Fault Detection From Audio Input Identification of Sleep Patterns via Clustering of Hypnodensities

Reference 26

Resolution: verified exact; arxiv_id, observed 2026-05-10T14:15:28.295531Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Pith citing papers

No inbound Pith citation observations are available.